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首页> 外文期刊>IEEE Transactions on Control Systems Technology >Model Predictive Approaches for Active Surge Control in Centrifugal Compressors
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Model Predictive Approaches for Active Surge Control in Centrifugal Compressors

机译:离心压缩机主动喘振控制的模型预测方法

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Model predictive control (MPC) techniques are considered for industrial centrifugal compression systems with nonlinear dynamics, to address process and antisurge control for reaching the desired pressure ratio and surge distance. We consider a contractive nonlinear MPC formulation that ensures asymptotic stability of the closed-loop system by imposing the decrease of a quadratic Lyapunov function via an additional constraint. We discuss recursive feasibility and estimate the region of attraction via numerical methods. We also consider alternative MPC formulations, including offset-free linear and nonlinear MPC to handle the effects of disturbances and unmodeled dynamics. The computational efficiency of an approximation based on sequential quadratic programming (SQP), that yields a closed-loop performance comparable to the full nonlinear MPC is also discussed. All of the controllers considered are tested in simulations that emulate a realistic test bench and their computational time is assessed on an industrial Programmable Logic Controller (PLC). Their performance is compared with standard industrial control in nominal and perturbed cases replicating the typical and critical disturbances and model mismatches. The numerical results show that the SQP and nonlinear MPC methods outperform the other controllers in the considered scenarios, based on closed-loop performance metrics for the surge margin, the reference tracking accuracy, and the system actuation, without significantly increasing the computational time.
机译:考虑将模型预测控制(MPC)技术用于具有非线性动力学特性的工业离心压缩系统,以解决过程和防喘振控制问题,以达到所需的压力比和喘振距离。我们考虑一种可收缩的非线性MPC公式,该公式可通过附加约束施加二次Lyapunov函数的减小来确保闭环系统的渐近稳定性。我们讨论了递归的可行性,并通过数值方法估计了吸引区域。我们还考虑了其​​他MPC公式,包括无偏移线性和非线性MPC,以处理干扰和未建模动力学的影响。还讨论了基于顺序二次规划(SQP)的近似计算效率,该计算效率可产生与完全非线性MPC相当的闭环性能。所考虑的所有控制器均在模拟实际测试台的仿真中进行了测试,并且其计算时间在工业可编程逻辑控制器(PLC)上进行了评估。在标称和扰动情况下,将其性能与标准工业控制进行比较,以复制典型和关键干扰以及模型失配。数值结果表明,在考虑浪涌裕度,参考跟踪精度和系统启动的闭环性能指标的基础上,SQP和非线性MPC方法在所考虑的场景中均优于其他控制器,而不会显着增加计算时间。

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